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  1. Visualizing the probabilistic predictions of a ...

    uniform ( low =- 1 , high = 1 , size = ( n_samples , 2...xor [ "Feature #1" ] + noise [:, 1 ] > 0 ) X = xor...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html
    Mon Jan 19 11:28:23 GMT 2026
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  2. Agglomerative clustering with different metrics...

    1 , 1 ]) for l , color , n in zip...figure () plt . axes ([ 0 , 0 , 1 , 1 ]) for l , color in zip ( np...
    scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering_metrics.html
    Mon Jan 19 11:28:23 GMT 2026
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  3. BeanDefinitionReaderUtils (Spring Framework 7.0...

    Since: 1.1 Author: Juergen Hoeller, Rob...parent name is not unique, "#1", "#2" etc will be appended, until...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/beans/factory/suppor...
    Fri Feb 01 00:00:00 GMT 1980
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  4. SelectorMixin — scikit-learn 1.8.0 docume...

    shape [ 1 ] ... return self ... def _get_support_mask......, "x(n_features_in_ - 1)"] . If input_features is...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectorMixin.html
    Mon Jan 19 11:28:25 GMT 2026
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  5. Feature agglomeration — scikit-learn 1.8....

    - 1 )) connectivity = grid_to_graph...images . shape ) plt . figure ( 1 , figsize = ( 4 , 3.5 )) plt ....
    scikit-learn.org/stable/auto_examples/cluster/plot_digits_agglomeration.html
    Mon Jan 19 11:28:25 GMT 2026
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  6. Evaluation of outlier detection estimators &#82...

    in pandas 1.5.1 were mapped to np.nan in pandas 2.0.1 X [ &quo...lue" , unknown_value =- 1 ) preprocessor = ColumnTransformer...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html
    Mon Jan 19 11:28:25 GMT 2026
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  7. sklearn.datasets — scikit-learn 1.8.0 doc...

    Generate the "Friedman #1" regression problem. make_friedman2...
    scikit-learn.org/stable/api/sklearn.datasets.html
    Mon Jan 19 11:28:23 GMT 2026
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  8. IsolationForest example — scikit-learn 1....

    assigned a ground truth label 1 whereas the outliers (created...numpy.random.uniform ) are assigned the label -1 . import numpy as np from skl...
    scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html
    Mon Jan 19 11:28:24 GMT 2026
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  9. Version 0.22 — scikit-learn 1.8.0 documen...

    given for both n_jobs=1 or n_jobs>1 both with shared memory...results between n_jobs=1 and n_jobs>1 due to the handling of...
    scikit-learn.org/stable/whats_new/v0.22.html
    Mon Jan 19 11:28:23 GMT 2026
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  10. HalvingRandomSearchCV — scikit-learn 1.8....

    means 1 unless in a joblib.parallel_backend context. -1 means...for a classification problem 1 when resource != 'n_samples' ‘exhaust’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html
    Mon Jan 19 11:28:24 GMT 2026
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